3 papers
stat.ME2026
Robust Bayesian Sequential Borrowing for Multi-Population Clinical Programmes
Erik Hermansson, Lynn Dunsire, David Svensson +1
We introduce Robust Bayesian Sequential Borrowing (RBSB), a framework for extrapolating evidence across adjacent subgroups in multi-population clinical programmes where studies are…
stat.ME2025
Overview and practical recommendations on using Shapley Values for identifying predictive biomarkers via CATE modeling
David Svensson, Erik Hermansson, Nikolaos Nikolaou +2
In recent years, two parallel research trends have emerged in machine learning, yet their intersections remain largely unexplored. On one hand, there has been a significant increas…
stat.ME2024
Modern approaches for evaluating treatment effect heterogeneity from clinical trials and observational data
Ilya Lipkovich, David Svensson, Bohdana Ratitch +1
In this paper we review recent advances in statistical methods for the evaluation of the heterogeneity of treatment effects (HTE), including subgroup identification and estimation…